Pandas Profiling Report

Dataset statistics

Number of variables	43
Number of observations	25191
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	8.3 MiB
Average record size in memory	344.0 B

Variable types

NUM	29
BOOL	8
CAT	6

Warnings

`num_outbound_cmds` has constant value "25191"	Constant
`is_host_login` has constant value "25191"	Constant
`service` has a high cardinality: 66 distinct values	High cardinality
`num_root` is highly correlated with `num_compromised`	High correlation
`num_compromised` is highly correlated with `num_root`	High correlation
`srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`serror_rate` is highly correlated with `srv_serror_rate` and 2 other fields	High correlation
`srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`rerror_rate` is highly correlated with `srv_rerror_rate` and 2 other fields	High correlation
`dst_host_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_srv_serror_rate` is highly correlated with `serror_rate` and 2 other fields	High correlation
`dst_host_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`dst_host_srv_rerror_rate` is highly correlated with `rerror_rate` and 2 other fields	High correlation
`service` is highly correlated with `protocol_type`	High correlation
`protocol_type` is highly correlated with `service`	High correlation
`attack` is highly correlated with `wrong_fragment`	High correlation
`wrong_fragment` is highly correlated with `attack`	High correlation
`src_bytes` is highly skewed (γ1 = 157.5554145)	Skewed
`dst_bytes` is highly skewed (γ1 = 54.77648949)	Skewed
`num_failed_logins` is highly skewed (γ1 = 53.31154923)	Skewed
`num_compromised` is highly skewed (γ1 = 62.18985248)	Skewed
`num_root` is highly skewed (γ1 = 62.31982588)	Skewed
`num_file_creations` is highly skewed (γ1 = 52.14065242)	Skewed
`num_access_files` is highly skewed (γ1 = 41.75193449)	Skewed
`duration` has 23167 (92.0%) zeros	Zeros
`src_bytes` has 9866 (39.2%) zeros	Zeros
`dst_bytes` has 13573 (53.9%) zeros	Zeros
`hot` has 24671 (97.9%) zeros	Zeros
`num_failed_logins` has 25168 (99.9%) zeros	Zeros
`num_compromised` has 24919 (98.9%) zeros	Zeros
`num_root` has 25057 (99.5%) zeros	Zeros
`num_file_creations` has 25125 (99.7%) zeros	Zeros
`num_access_files` has 25112 (99.7%) zeros	Zeros
`serror_rate` has 17328 (68.8%) zeros	Zeros
`srv_serror_rate` has 17707 (70.3%) zeros	Zeros
`rerror_rate` has 21984 (87.3%) zeros	Zeros
`srv_rerror_rate` has 21958 (87.2%) zeros	Zeros
`same_srv_rate` has 543 (2.2%) zeros	Zeros
`diff_srv_rate` has 15244 (60.5%) zeros	Zeros
`srv_diff_host_rate` has 19516 (77.5%) zeros	Zeros
`dst_host_same_srv_rate` has 1379 (5.5%) zeros	Zeros
`dst_host_diff_srv_rate` has 9343 (37.1%) zeros	Zeros
`dst_host_same_src_port_rate` has 12673 (50.3%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 17386 (69.0%) zeros	Zeros
`dst_host_serror_rate` has 16220 (64.4%) zeros	Zeros
`dst_host_srv_serror_rate` has 17004 (67.5%) zeros	Zeros
`dst_host_rerror_rate` has 20688 (82.1%) zeros	Zeros
`dst_host_srv_rerror_rate` has 21348 (84.7%) zeros	Zeros

Reproduction

Analysis started	2021-11-11 16:12:01.151985
Analysis finished	2021-11-11 16:13:37.392303
Duration	1 minute and 36.24 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

duration
Real number (ℝ_≥0)

ZEROS

Distinct	758
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	305.0662141
Minimum	0
Maximum	42862
Zeros	23167
Zeros (%)	92.0%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5
Maximum	42862
Range	42862
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2686.608278
Coefficient of variation (CV)	8.806639849
Kurtosis	146.6950284
Mean	305.0662141
Median Absolute Deviation (MAD)	0
Skewness	11.53240986
Sum	7684923
Variance	7217864.038
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23167	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%
5	62	0.2%
6	41	0.2%
27	40	0.2%
28	38	0.2%
7	26	0.1%
Other values (748)	1101	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23167	92.0%
1	374	1.5%
2	165	0.7%
3	102	0.4%
4	75	0.3%

Value	Count	Frequency (%)
42862	1	< 0.1%
42658	1	< 0.1%
42636	1	< 0.1%
42470	1	< 0.1%
42260	1	< 0.1%

protocol_type
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

tcp	20525
udp	3011
icmp	1655

Frequencies
Length

Value	Count	Frequency (%)
tcp	20525	81.5%
udp	3011	12.0%
icmp	1655	6.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.065698067
Min length	3

service
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	66
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

http	8003
private	4351
domain_u	1820
smtp	1449
ftp_data	1395
Other values (61)	8173

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
http	8003	31.8%
private	4351	17.3%
domain_u	1820	7.2%
smtp	1449	5.8%
ftp_data	1395	5.5%
eco_i	909	3.6%
other	858	3.4%
ecr_i	613	2.4%
telnet	483	1.9%
finger	366	1.5%
Other values (56)	4944	19.6%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	11
Median length	5
Mean length	5.473581835
Min length	3

flag
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

SF	14972
S0	7009
REJ	2216
RSTR	497
RSTO	304
Other values (6)	193

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
SF	14972	59.4%
S0	7009	27.8%
REJ	2216	8.8%
RSTR	497	2.0%
RSTO	304	1.2%
S1	88	0.3%
SH	43	0.2%
S2	21	0.1%
RSTOS0	21	0.1%
S3	15	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	2
Mean length	2.155095074
Min length	2

src_bytes
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	1665
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24331.57457
Minimum	0
Maximum	381709090
Zeros	9866
Zeros (%)	39.2%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	44
Q3	279
95-th percentile	1486.5
Maximum	381709090
Range	381709090
Interquartile range (IQR)	279

Descriptive statistics

Standard deviation	2410853.249
Coefficient of variation (CV)	99.08332247
Kurtosis	24943.62413
Mean	24331.57457
Median Absolute Deviation (MAD)	44
Skewness	157.5554145
Sum	612936695
Variance	5.81221339e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9866	39.2%
8	738	2.9%
1	480	1.9%
44	467	1.9%
45	416	1.7%
1032	390	1.5%
46	284	1.1%
43	231	0.9%
147	210	0.8%
105	204	0.8%
Other values (1655)	11905	47.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9866	39.2%
1	480	1.9%
4	1	< 0.1%
5	4	< 0.1%
6	32	0.1%

Value	Count	Frequency (%)
381709090	1	< 0.1%
7665876	1	< 0.1%
7248552	1	< 0.1%
5135678	3	< 0.1%
5133876	8	< 0.1%

dst_bytes
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	3922
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3491.985789
Minimum	0
Maximum	5151385
Zeros	13573
Zeros (%)	53.9%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	530.5
95-th percentile	8314
Maximum	5151385
Range	5151385
Interquartile range (IQR)	530.5

Descriptive statistics

Standard deviation	88832.4788
Coefficient of variation (CV)	25.43895771
Kurtosis	3130.04834
Mean	3491.985789
Median Absolute Deviation (MAD)	0
Skewness	54.77648949
Sum	87966614
Variance	7891209290
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13573	53.9%
105	309	1.2%
8314	175	0.7%
44	115	0.5%
42	105	0.4%
330	105	0.4%
332	103	0.4%
331	97	0.4%
4	94	0.4%
329	88	0.3%
Other values (3912)	10427	41.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13573	53.9%
1	6	< 0.1%
4	94	0.4%
15	7	< 0.1%
17	7	< 0.1%

Value	Count	Frequency (%)
5151385	1	< 0.1%
5150836	1	< 0.1%
5150772	1	< 0.1%
5150180	1	< 0.1%
5149533	1	< 0.1%

land
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	25189
1	2

Common Values
Chart

Value	Count	Frequency (%)
0	25189	> 99.9%
1	2	< 0.1%

wrong_fragment
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	24967
3	187
1	37

Frequencies
Length

Value	Count	Frequency (%)
0	24967	99.1%
3	187	0.7%
1	37	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

urgent
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	25190
1	1

Common Values
Chart

Value	Count	Frequency (%)
0	25190	> 99.9%
1	1	< 0.1%

hot
Real number (ℝ_≥0)

ZEROS

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1980469215
Minimum	0
Maximum	77
Zeros	24671
Zeros (%)	97.9%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.154244164
Coefficient of variation (CV)	10.87744332
Kurtosis	213.6893054
Mean	0.1980469215
Median Absolute Deviation (MAD)	0
Skewness	13.58926356
Sum	4989
Variance	4.64076792
Monotocity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	24671	97.9%
2	200	0.8%
1	78	0.3%
30	55	0.2%
28	52	0.2%
4	37	0.1%
6	26	0.1%
5	17	0.1%
22	13	0.1%
24	9	< 0.1%
Other values (12)	33	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24671	97.9%
1	78	0.3%
2	200	0.8%
3	7	< 0.1%
4	37	0.1%

Value	Count	Frequency (%)
77	1	< 0.1%
30	55	0.2%
28	52	0.2%
25	1	< 0.1%
24	9	< 0.1%

num_failed_logins
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.001190901512
Minimum	0
Maximum	4
Zeros	25168
Zeros (%)	99.9%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4
Range	4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.04541908114
Coefficient of variation (CV)	38.13840244
Kurtosis	3611.778831
Mean	0.001190901512
Median Absolute Deviation (MAD)	0
Skewness	53.31154923
Sum	30
Variance	0.002062892932
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
4	1	< 0.1%
3	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25168	99.9%
1	19	0.1%
2	2	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	1	< 0.1%
2	2	< 0.1%
1	19	0.1%
0	25168	99.9%

logged_in
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	15246
1	9945

Common Values
Chart

Value	Count	Frequency (%)
0	15246	60.5%
1	9945	39.5%

num_compromised
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.227859156
Minimum	0
Maximum	884
Zeros	24919
Zeros (%)	98.9%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	884
Range	884
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.41755871
Coefficient of variation (CV)	45.71928946
Kurtosis	4313.604413
Mean	0.227859156
Median Absolute Deviation (MAD)	0
Skewness	62.18985248
Sum	5740
Variance	108.5255295
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	24919	98.9%
1	194	0.8%
2	21	0.1%
4	13	0.1%
6	8	< 0.1%
3	7	< 0.1%
5	5	< 0.1%
12	2	< 0.1%
151	2	< 0.1%
7	2	< 0.1%
Other values (18)	18	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	24919	98.9%
1	194	0.8%
2	21	0.1%
3	7	< 0.1%
4	13	0.1%

Value	Count	Frequency (%)
884	1	< 0.1%
789	1	< 0.1%
558	1	< 0.1%
520	1	< 0.1%
462	1	< 0.1%

root_shell
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	25152
1	39

Common Values
Chart

Value	Count	Frequency (%)
0	25152	99.8%
1	39	0.2%

su_attempted
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	25170
2	13
1	8

Frequencies
Length

Value	Count	Frequency (%)
0	25170	99.9%
2	13	0.1%
1	8	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

num_root
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2498511373
Minimum	0
Maximum	975
Zeros	25057
Zeros (%)	99.5%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	975
Range	975
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	11.50106997
Coefficient of variation (CV)	46.03168948
Kurtosis	4315.596023
Mean	0.2498511373
Median Absolute Deviation (MAD)	0
Skewness	62.31982588
Sum	6294
Variance	132.2746104
Monotocity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	25057	99.5%
1	47	0.2%
9	24	0.1%
6	23	0.1%
2	10	< 0.1%
5	6	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
91	1	< 0.1%
512	1	< 0.1%
Other values (18)	18	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25057	99.5%
1	47	0.2%
2	10	< 0.1%
3	2	< 0.1%
4	2	< 0.1%

Value	Count	Frequency (%)
975	1	< 0.1%
867	1	< 0.1%
629	1	< 0.1%
572	1	< 0.1%
512	1	< 0.1%

num_file_creations
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	20
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.01472748204
Minimum	0
Maximum	40
Zeros	25125
Zeros (%)	99.7%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	40
Range	40
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5296128041
Coefficient of variation (CV)	35.96085215
Kurtosis	3158.079648
Mean	0.01472748204
Median Absolute Deviation (MAD)	0
Skewness	52.14065242
Sum	371
Variance	0.2804897223
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	25125	99.7%
1	37	0.1%
2	7	< 0.1%
4	3	< 0.1%
8	2	< 0.1%
18	2	< 0.1%
5	2	< 0.1%
38	1	< 0.1%
6	1	< 0.1%
21	1	< 0.1%
Other values (10)	10	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25125	99.7%
1	37	0.1%
2	7	< 0.1%
3	1	< 0.1%
4	3	< 0.1%

Value	Count	Frequency (%)
40	1	< 0.1%
38	1	< 0.1%
29	1	< 0.1%
21	1	< 0.1%
20	1	< 0.1%

num_shells
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	25182
1	9

Common Values
Chart

Value	Count	Frequency (%)
0	25182	> 99.9%
1	9	< 0.1%

num_access_files
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.004326942162
Minimum	0
Maximum	8
Zeros	25112
Zeros (%)	99.7%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0985259286
Coefficient of variation (CV)	22.7703364
Kurtosis	2499.808557
Mean	0.004326942162
Median Absolute Deviation (MAD)	0
Skewness	41.75193449
Sum	109
Variance	0.009707358607
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	25112	99.7%
1	65	0.3%
2	8	< 0.1%
5	2	< 0.1%
3	2	< 0.1%
8	1	< 0.1%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25112	99.7%
1	65	0.3%
2	8	< 0.1%
3	2	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
5	2	< 0.1%
4	1	< 0.1%
3	2	< 0.1%
2	8	< 0.1%

num_outbound_cmds
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	25191

Common Values
Chart

Value	Count	Frequency (%)
0	25191	100.0%

is_host_login
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	25191

Common Values
Chart

Value	Count	Frequency (%)
0	25191	100.0%

is_guest_login
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

0	24961
1	230

Common Values
Chart

Value	Count	Frequency (%)
0	24961	99.1%
1	230	0.9%

_count
Real number (ℝ_≥0)

Distinct	466
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	84.59445834
Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Memory size	196.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	14
Q3	144
95-th percentile	286
Maximum	511
Range	510
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	114.6745463
Coefficient of variation (CV)	1.355579887
Kurtosis	1.977842794
Mean	84.59445834
Median Absolute Deviation (MAD)	13
Skewness	1.503678192
Sum	2131019
Variance	13150.25157
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5519	21.9%
2	1933	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%
6	477	1.9%
7	462	1.8%
8	404	1.6%
9	342	1.4%
11	317	1.3%
Other values (456)	13675	54.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5519	21.9%
2	1933	7.7%
3	769	3.1%
4	696	2.8%
5	597	2.4%

Value	Count	Frequency (%)
511	293	1.2%
510	58	0.2%
509	49	0.2%
508	6	< 0.1%
507	1	< 0.1%

srv_count
Real number (ℝ_≥0)

Distinct	414
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	27.69977373
Minimum	1
Maximum	511
Zeros	0
Zeros (%)	0.0%
Memory size	196.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	8
Q3	18
95-th percentile	157
Maximum	511
Range	510
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	72.46949952
Coefficient of variation (CV)	2.616248791
Kurtosis	24.39561696
Mean	27.69977373
Median Absolute Deviation (MAD)	7
Skewness	4.707424196
Sum	697785
Variance	5251.82836
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5080	20.2%
2	2537	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%
6	849	3.4%
7	800	3.2%
8	751	3.0%
9	718	2.9%
11	688	2.7%
Other values (404)	10546	41.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5080	20.2%
2	2537	10.1%
3	1223	4.9%
4	1086	4.3%
5	913	3.6%

Value	Count	Frequency (%)
511	200	0.8%
510	36	0.1%
509	6	< 0.1%
508	2	< 0.1%
500	1	< 0.1%

serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	70
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2863490929
Minimum	0
Maximum	1
Zeros	17328
Zeros (%)	68.8%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4473175631
Coefficient of variation (CV)	1.562140667
Kurtosis	-1.074506772
Mean	0.2863490929
Median Absolute Deviation (MAD)	0
Skewness	0.9525852523
Sum	7213.42
Variance	0.2000930022
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17328	68.8%
1	6941	27.6%
0.5	122	0.5%
0.07	53	0.2%
0.05	50	0.2%
0.06	50	0.2%
0.33	48	0.2%
0.08	46	0.2%
0.01	46	0.2%
0.25	43	0.2%
Other values (60)	464	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17328	68.8%
0.01	46	0.2%
0.02	16	0.1%
0.03	31	0.1%
0.04	29	0.1%

Value	Count	Frequency (%)
1	6941	27.6%
0.99	41	0.2%
0.98	12	< 0.1%
0.97	16	0.1%
0.96	7	< 0.1%

srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2837735699
Minimum	0
Maximum	1
Zeros	17707
Zeros (%)	70.3%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4476042213
Coefficient of variation (CV)	1.577328788
Kurtosis	-1.058006171
Mean	0.2837735699
Median Absolute Deviation (MAD)	0
Skewness	0.9634382678
Sum	7148.54
Variance	0.2003495389
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17707	70.3%
1	7003	27.8%
0.5	94	0.4%
0.33	51	0.2%
0.25	42	0.2%
0.2	32	0.1%
0.05	26	0.1%
0.17	22	0.1%
0.04	20	0.1%
0.03	20	0.1%
Other values (46)	174	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17707	70.3%
0.01	1	< 0.1%
0.02	13	0.1%
0.03	20	0.1%
0.04	20	0.1%

Value	Count	Frequency (%)
1	7003	27.8%
0.95	9	< 0.1%
0.94	1	< 0.1%
0.93	1	< 0.1%
0.92	3	< 0.1%

rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	72
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1186348299
Minimum	0
Maximum	1
Zeros	21984
Zeros (%)	87.3%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3187509212
Coefficient of variation (CV)	2.686824109
Kurtosis	3.546871697
Mean	0.1186348299
Median Absolute Deviation (MAD)	0
Skewness	2.346288847
Sum	2988.53
Variance	0.1016021497
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21984	87.3%
1	2552	10.1%
0.9	43	0.2%
0.89	39	0.2%
0.91	38	0.2%
0.92	38	0.2%
0.95	37	0.1%
0.5	36	0.1%
0.93	34	0.1%
0.94	31	0.1%
Other values (62)	359	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21984	87.3%
0.01	8	< 0.1%
0.02	15	0.1%
0.03	21	0.1%
0.04	9	< 0.1%

Value	Count	Frequency (%)
1	2552	10.1%
0.99	6	< 0.1%
0.98	2	< 0.1%
0.97	7	< 0.1%
0.96	11	< 0.1%

srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	42
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1202651741
Minimum	0
Maximum	1
Zeros	21958
Zeros (%)	87.2%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3223408593
Coefficient of variation (CV)	2.680251052
Kurtosis	3.513549391
Mean	0.1202651741
Median Absolute Deviation (MAD)	0
Skewness	2.340717599
Sum	3029.6
Variance	0.1039036296
Monotocity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	21958	87.2%
1	2937	11.7%
0.5	56	0.2%
0.33	32	0.1%
0.25	26	0.1%
0.17	17	0.1%
0.2	16	0.1%
0.04	14	0.1%
0.08	11	< 0.1%
0.67	11	< 0.1%
Other values (32)	113	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21958	87.2%
0.02	9	< 0.1%
0.03	8	< 0.1%
0.04	14	0.1%
0.05	8	< 0.1%

Value	Count	Frequency (%)
1	2937	11.7%
0.85	1	< 0.1%
0.84	1	< 0.1%
0.83	3	< 0.1%
0.81	2	< 0.1%

same_srv_rate
Real number (ℝ_≥0)

ZEROS

Distinct	97
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.6605454329
Minimum	0
Maximum	1
Zeros	543
Zeros (%)	2.2%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.91

Descriptive statistics

Standard deviation	0.4396409045
Coefficient of variation (CV)	0.6655725444
Kurtosis	-1.611808292
Mean	0.6605454329
Median Absolute Deviation (MAD)	0
Skewness	-0.5704244952
Sum	16639.8
Variance	0.1932841249
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	15356	61.0%
0.01	827	3.3%
0.02	710	2.8%
0.06	681	2.7%
0.03	678	2.7%
0.07	671	2.7%
0.04	658	2.6%
0.08	601	2.4%
0.05	590	2.3%
0	543	2.2%
Other values (87)	3876	15.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	543	2.2%
0.01	827	3.3%
0.02	710	2.8%
0.03	678	2.7%
0.04	658	2.6%

Value	Count	Frequency (%)
1	15356	61.0%
0.99	147	0.6%
0.98	18	0.1%
0.97	9	< 0.1%
0.96	4	< 0.1%

diff_srv_rate
Real number (ℝ_≥0)

ZEROS

Distinct	79
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.06236552737
Minimum	0
Maximum	1
Zeros	15244
Zeros (%)	60.5%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.1785531078
Coefficient of variation (CV)	2.863009668
Kurtosis	19.29491884
Mean	0.06236552737
Median Absolute Deviation (MAD)	0
Skewness	4.417653605
Sum	1571.05
Variance	0.03188121232
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15244	60.5%
0.06	3861	15.3%
0.07	1947	7.7%
0.05	1350	5.4%
1	663	2.6%
0.08	374	1.5%
0.01	194	0.8%
0.04	130	0.5%
0.09	121	0.5%
0.5	116	0.5%
Other values (69)	1191	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	15244	60.5%
0.01	194	0.8%
0.02	49	0.2%
0.03	48	0.2%
0.04	130	0.5%

Value	Count	Frequency (%)
1	663	2.6%
0.99	10	< 0.1%
0.98	2	< 0.1%
0.97	1	< 0.1%
0.96	8	< 0.1%

srv_diff_host_rate
Real number (ℝ_≥0)

ZEROS

Distinct	57
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0959346592
Minimum	0
Maximum	1
Zeros	19516
Zeros (%)	77.5%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2565872279
Coefficient of variation (CV)	2.674604048
Kurtosis	7.009699745
Mean	0.0959346592
Median Absolute Deviation (MAD)	0
Skewness	2.885866409
Sum	2416.69
Variance	0.0658370055
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19516	77.5%
1	1559	6.2%
0.01	586	2.3%
0.67	210	0.8%
0.5	193	0.8%
0.12	170	0.7%
0.33	167	0.7%
0.25	164	0.7%
0.02	153	0.6%
0.11	143	0.6%
Other values (47)	2330	9.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	19516	77.5%
0.01	586	2.3%
0.02	153	0.6%
0.03	40	0.2%
0.04	39	0.2%

Value	Count	Frequency (%)
1	1559	6.2%
0.88	1	< 0.1%
0.83	1	< 0.1%
0.8	14	0.1%
0.75	58	0.2%

dst_host_count
Real number (ℝ_≥0)

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	182.5333651
Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	84
median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	171

Descriptive statistics

Standard deviation	98.99564787
Coefficient of variation (CV)	0.5423427537
Kurtosis	-1.044798262
Mean	182.5333651
Median Absolute Deviation (MAD)	0
Skewness	-0.8431872319
Sum	4598198
Variance	9800.138297
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	14850	58.9%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%
5	162	0.6%
6	157	0.6%
8	134	0.5%
10	112	0.4%
11	111	0.4%
Other values (246)	8018	31.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	601	2.4%
2	554	2.2%
3	251	1.0%
4	241	1.0%

Value	Count	Frequency (%)
255	14850	58.9%
254	17	0.1%
253	17	0.1%
252	17	0.1%
251	12	< 0.1%

dst_host_srv_count
Real number (ℝ_≥0)

Distinct	256
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	115.0666111
Minimum	0
Maximum	255
Zeros	1
Zeros (%)	< 0.1%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
median	61
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range (IQR)	245

Descriptive statistics

Standard deviation	110.6475914
Coefficient of variation (CV)	0.9615959867
Kurtosis	-1.751079331
Mean	115.0666111
Median Absolute Deviation (MAD)	59
Skewness	0.2942359952
Sum	2898643
Variance	12242.88949
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
255	7148	28.4%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%
20	475	1.9%
5	464	1.8%
6	453	1.8%
254	440	1.7%
19	433	1.7%
Other values (246)	12007	47.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1658	6.6%
2	1041	4.1%
3	556	2.2%
4	516	2.0%

Value	Count	Frequency (%)
255	7148	28.4%
254	440	1.7%
253	91	0.4%
252	35	0.1%
251	81	0.3%

dst_host_same_srv_rate
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5198046922
Minimum	0
Maximum	1
Zeros	1379
Zeros (%)	5.5%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.95

Descriptive statistics

Standard deviation	0.4489474187
Coefficient of variation (CV)	0.8636848138
Kurtosis	-1.88463729
Mean	0.5198046922
Median Absolute Deviation (MAD)	0.49
Skewness	-0.004097744734
Sum	13094.4
Variance	0.2015537848
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9758	38.7%
0.01	1541	6.1%
0	1379	5.5%
0.02	1325	5.3%
0.07	1122	4.5%
0.04	1046	4.2%
0.05	1017	4.0%
0.03	799	3.2%
0.06	701	2.8%
0.08	577	2.3%
Other values (91)	5926	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1379	5.5%
0.01	1541	6.1%
0.02	1325	5.3%
0.03	799	3.2%
0.04	1046	4.2%

Value	Count	Frequency (%)
1	9758	38.7%
0.99	121	0.5%
0.98	170	0.7%
0.97	101	0.4%
0.96	160	0.6%

dst_host_diff_srv_rate
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.08254058989
Minimum	0
Maximum	1
Zeros	9343
Zeros (%)	37.1%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.03
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.1871945364
Coefficient of variation (CV)	2.267908875
Kurtosis	12.72682201
Mean	0.08254058989
Median Absolute Deviation (MAD)	0.03
Skewness	3.616097637
Sum	2079.28
Variance	0.03504179445
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9343	37.1%
0.07	3448	13.7%
0.06	1917	7.6%
0.01	1881	7.5%
0.05	1436	5.7%
0.08	1367	5.4%
0.02	1327	5.3%
0.03	744	3.0%
0.04	603	2.4%
0.09	523	2.1%
Other values (91)	2602	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9343	37.1%
0.01	1881	7.5%
0.02	1327	5.3%
0.03	744	3.0%
0.04	603	2.4%

Value	Count	Frequency (%)
1	408	1.6%
0.99	7	< 0.1%
0.98	6	< 0.1%
0.97	18	0.1%
0.96	12	< 0.1%

dst_host_same_src_port_rate
Real number (ℝ_≥0)

ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1474518677
Minimum	0
Maximum	1
Zeros	12673
Zeros (%)	50.3%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.3083726791
Coefficient of variation (CV)	2.09134468
Kurtosis	2.810599508
Mean	0.1474518677
Median Absolute Deviation (MAD)	0
Skewness	2.098494475
Sum	3714.46
Variance	0.09509370923
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
1	2052	8.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%
0.05	315	1.3%
0.5	232	0.9%
0.08	230	0.9%
0.06	226	0.9%
Other values (91)	3720	14.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12673	50.3%
0.01	3557	14.1%
0.02	1115	4.4%
0.03	624	2.5%
0.04	447	1.8%

Value	Count	Frequency (%)
1	2052	8.1%
0.99	19	0.1%
0.98	37	0.1%
0.97	32	0.1%
0.96	46	0.2%

dst_host_srv_diff_host_rate
Real number (ℝ_≥0)

ZEROS

Distinct	63
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.03184550038
Minimum	0
Maximum	1
Zeros	17386
Zeros (%)	69.0%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.1105769816
Coefficient of variation (CV)	3.47229531
Kurtosis	36.89752202
Mean	0.03184550038
Median Absolute Deviation (MAD)	0
Skewness	5.616948128
Sum	802.22
Variance	0.01222726886
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17386	69.0%
0.02	1612	6.4%
0.01	1468	5.8%
0.03	950	3.8%
0.04	870	3.5%
0.05	608	2.4%
0.5	317	1.3%
0.06	264	1.0%
0.07	215	0.9%
0.25	205	0.8%
Other values (53)	1296	5.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17386	69.0%
0.01	1468	5.8%
0.02	1612	6.4%
0.03	950	3.8%
0.04	870	3.5%

Value	Count	Frequency (%)
1	132	0.5%
0.97	1	< 0.1%
0.86	1	< 0.1%
0.8	1	< 0.1%
0.75	3	< 0.1%

dst_host_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2858115994
Minimum	0
Maximum	1
Zeros	16220
Zeros (%)	64.4%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4453216733
Coefficient of variation (CV)	1.558095173
Kurtosis	-1.061476859
Mean	0.2858115994
Median Absolute Deviation (MAD)	0
Skewness	0.9580857646
Sum	7199.88
Variance	0.1983113927
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16220	64.4%
1	6739	26.8%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%
0.09	79	0.3%
0.08	69	0.3%
0.05	64	0.3%
0.99	59	0.2%
Other values (90)	812	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16220	64.4%
0.01	680	2.7%
0.02	237	0.9%
0.03	149	0.6%
0.04	83	0.3%

Value	Count	Frequency (%)
1	6739	26.8%
0.99	59	0.2%
0.98	36	0.1%
0.97	18	0.1%
0.96	20	0.1%

dst_host_srv_serror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	88
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2798574888
Minimum	0
Maximum	1
Zeros	17004
Zeros (%)	67.5%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.4460806954
Coefficient of variation (CV)	1.593956615
Kurtosis	-1.021843643
Mean	0.2798574888
Median Absolute Deviation (MAD)	0
Skewness	0.9842773495
Sum	7049.89
Variance	0.1989879868
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17004	67.5%
1	6862	27.2%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.5	24	0.1%
0.12	16	0.1%
0.08	16	0.1%
0.04	15	0.1%
0.05	15	0.1%
Other values (78)	313	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17004	67.5%
0.01	758	3.0%
0.02	136	0.5%
0.03	32	0.1%
0.04	15	0.1%

Value	Count	Frequency (%)
1	6862	27.2%
0.98	6	< 0.1%
0.97	13	0.1%
0.96	13	0.1%
0.95	6	< 0.1%

dst_host_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1178027867
Minimum	0
Maximum	1
Zeros	20688
Zeros (%)	82.1%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3058750185
Coefficient of variation (CV)	2.596500703
Kurtosis	3.765270354
Mean	0.1178027867
Median Absolute Deviation (MAD)	0
Skewness	2.363640783
Sum	2967.57
Variance	0.09355952696
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20688	82.1%
1	2069	8.2%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.05	84	0.3%
0.04	77	0.3%
0.92	52	0.2%
0.9	46	0.2%
0.91	43	0.2%
Other values (91)	1431	5.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20688	82.1%
0.01	359	1.4%
0.02	232	0.9%
0.03	110	0.4%
0.04	77	0.3%

Value	Count	Frequency (%)
1	2069	8.2%
0.99	7	< 0.1%
0.98	12	< 0.1%
0.97	20	0.1%
0.96	39	0.2%

dst_host_srv_rerror_rate
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	100
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1187741654
Minimum	0
Maximum	1
Zeros	21348
Zeros (%)	84.7%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3173388846
Coefficient of variation (CV)	2.671783747
Kurtosis	3.632762439
Mean	0.1187741654
Median Absolute Deviation (MAD)	0
Skewness	2.360413913
Sum	2992.04
Variance	0.1007039677
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21348	84.7%
1	2617	10.4%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%
0.05	63	0.3%
0.06	36	0.1%
0.99	33	0.1%
0.98	30	0.1%
Other values (90)	540	2.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	21348	84.7%
0.01	253	1.0%
0.02	124	0.5%
0.03	78	0.3%
0.04	69	0.3%

Value	Count	Frequency (%)
1	2617	10.4%
0.99	33	0.1%
0.98	30	0.1%
0.97	19	0.1%
0.96	17	0.1%

attack
Categorical

HIGH CORRELATION

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	196.8 KiB

normal	13448
neptune	8282
ipsweep	710
satan	691
portsweep	587
Other values (17)	1473

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
normal	13448	53.4%
neptune	8282	32.9%
ipsweep	710	2.8%
satan	691	2.7%
portsweep	587	2.3%
smurf	529	2.1%
nmap	301	1.2%
back	196	0.8%
teardrop	188	0.7%
warezclient	181	0.7%
Other values (12)	78	0.3%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	15
Median length	6
Mean length	6.390972967
Min length	3

level
Real number (ℝ_≥0)

Distinct	22
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.48767417
Minimum	0
Maximum	21
Zeros	12
Zeros (%)	< 0.1%
Memory size	196.8 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.328584844
Coefficient of variation (CV)	0.1194901364
Kurtosis	13.16406373
Mean	19.48767417
Median Absolute Deviation (MAD)	1
Skewness	-2.900198359
Sum	490914
Variance	5.422307377
Monotocity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
21	12495	49.6%
18	4142	16.4%
20	3861	15.3%
19	2047	8.1%
15	802	3.2%
17	587	2.3%
16	469	1.9%
12	162	0.6%
14	149	0.6%
11	126	0.5%
Other values (12)	351	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	< 0.1%
1	17	0.1%
2	10	< 0.1%
3	14	0.1%
4	14	0.1%

Value	Count	Frequency (%)
21	12495	49.6%
20	3861	15.3%
19	2047	8.1%
18	4142	16.4%
17	587	2.3%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	protocol_type	service	flag	src_bytes	dst_bytes	logged_in	_count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	attack	level
0	udp	other	SF	146	0	0	13	1	0.0	0.0	0.0	0.0	0.08	0.15	0.00	255	1	0.00	0.60	0.88	0.00	0.00	0.00	0.0	0.00	normal	15
1	tcp	private	S0	0	0	0	123	6	1.0	1.0	0.0	0.0	0.05	0.07	0.00	255	26	0.10	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	19
2	tcp	http	SF	232	8153	1	5	5	0.2	0.2	0.0	0.0	1.00	0.00	0.00	30	255	1.00	0.00	0.03	0.04	0.03	0.01	0.0	0.01	normal	21
3	tcp	http	SF	199	420	1	30	32	0.0	0.0	0.0	0.0	1.00	0.00	0.09	255	255	1.00	0.00	0.00	0.00	0.00	0.00	0.0	0.00	normal	21
4	tcp	private	REJ	0	0	0	121	19	0.0	0.0	1.0	1.0	0.16	0.06	0.00	255	19	0.07	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21
5	tcp	private	S0	0	0	0	166	9	1.0	1.0	0.0	0.0	0.05	0.06	0.00	255	9	0.04	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
6	tcp	private	S0	0	0	0	117	16	1.0	1.0	0.0	0.0	0.14	0.06	0.00	255	15	0.06	0.07	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
7	tcp	remote_job	S0	0	0	0	270	23	1.0	1.0	0.0	0.0	0.09	0.05	0.00	255	23	0.09	0.05	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
8	tcp	private	S0	0	0	0	133	8	1.0	1.0	0.0	0.0	0.06	0.06	0.00	255	13	0.05	0.06	0.00	0.00	1.00	1.00	0.0	0.00	neptune	21
9	tcp	private	REJ	0	0	0	205	12	0.0	0.0	1.0	1.0	0.06	0.06	0.00	255	12	0.05	0.07	0.00	0.00	0.00	0.00	1.0	1.00	neptune	21

Last rows

	duration	protocol_type	service	flag	src_bytes	dst_bytes	hot	logged_in	is_guest_login	_count	srv_count	serror_rate	srv_serror_rate	rerror_rate	srv_rerror_rate	same_srv_rate	diff_srv_rate	srv_diff_host_rate	dst_host_count	dst_host_srv_count	dst_host_same_srv_rate	dst_host_diff_srv_rate	dst_host_same_src_port_rate	dst_host_srv_diff_host_rate	dst_host_serror_rate	dst_host_srv_serror_rate	dst_host_rerror_rate	dst_host_srv_rerror_rate	attack	level
25181	0	tcp	other	REJ	0	0	0	0	0	511	1	0.12	0.00	0.85	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.16	0.0	0.82	1.0	satan	20
25182	0	tcp	private	REJ	0	0	0	0	0	314	1	0.03	0.00	0.95	1.0	0.00	1.00	0.00	255	1	0.00	1.00	0.00	0.00	0.04	0.0	0.96	1.0	satan	18
25183	29	tcp	ftp	SF	329	1063	6	1	1	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	255	60	0.24	0.02	0.00	0.00	0.00	0.0	0.03	0.1	normal	20
25184	1	tcp	smtp	SF	2896	333	0	1	0	1	3	0.00	0.00	0.00	0.0	1.00	0.00	1.00	12	11	0.92	0.17	0.08	0.00	0.00	0.0	0.00	0.0	normal	21
25185	0	tcp	http	S1	339	14600	0	1	0	2	33	0.50	0.03	0.00	0.0	1.00	0.00	0.06	173	255	1.00	0.00	0.01	0.01	0.01	0.0	0.01	0.0	normal	20
25186	0	tcp	exec	RSTO	0	0	0	0	0	100	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	7	0.03	0.06	0.00	0.00	0.00	0.0	1.00	1.0	neptune	19
25187	0	tcp	ftp_data	SF	334	0	0	1	0	1	1	0.00	0.00	0.00	0.0	1.00	0.00	0.00	1	39	1.00	0.00	1.00	0.18	0.00	0.0	0.00	0.0	warezclient	12
25188	0	tcp	private	REJ	0	0	0	0	0	105	7	0.00	0.00	1.00	1.0	0.07	0.07	0.00	255	13	0.05	0.07	0.00	0.00	0.00	0.0	1.00	1.0	neptune	21
25189	0	tcp	nnsp	S0	0	0	0	0	0	129	18	1.00	1.00	0.00	0.0	0.14	0.06	0.00	255	20	0.08	0.06	0.00	0.00	1.00	1.0	0.00	0.0	neptune	20
25190	0	tcp	finger	S0	0	0	0	0	0	38	9	1.00	1.00	0.00	0.0	0.24	0.11	0.00	255	49	0.19	0.03	0.01	0.00	1.00	1.0	0.00	0.0	neptune	18

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows